Pandas Profiling Report

Dataset statistics

Number of variables	14
Number of observations	1000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	109.5 KiB
Average record size in memory	112.1 B

Variable types

Numeric	13
Categorical	1

Alerts

`df_index` is highly correlated with `F8`	High correlation
`F8` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `F8`	High correlation
`F8` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `F8`	High correlation
`F8` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `F8`	High correlation
`F8` is highly correlated with `df_index`	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique

Reproduction

Analysis started	2022-04-27 10:03:34.827894
Analysis finished	2022-04-27 10:04:19.937450
Duration	45.11 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	513.675

Minimum	0
Maximum	1022
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	51.95
Q1	255.75
median	516.5
Q3	771.25
95-th percentile	972.05
Maximum	1022
Range	1022
Interquartile range (IQR)	515.5

Descriptive statistics

Standard deviation	296.1646956
Coefficient of variation (CV)	0.5765604625
Kurtosis	-1.207084163
Mean	513.675
Median Absolute Deviation (MAD)	257.5
Skewness	-0.01323768751
Sum	513675
Variance	87713.5269
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
691	1	0.1%
678	1	0.1%
679	1	0.1%
680	1	0.1%
681	1	0.1%
682	1	0.1%
683	1	0.1%
684	1	0.1%
685	1	0.1%
Other values (990)	990	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
1022	1	0.1%
1021	1	0.1%
1020	1	0.1%
1019	1	0.1%
1018	1	0.1%
1017	1	0.1%
1016	1	0.1%
1015	1	0.1%
1014	1	0.1%
1013	1	0.1%

T1
Real number (ℝ_≥0)

Distinct	992
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.936001659

Minimum	0.3894026052
Maximum	5.591741599
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.3894026052
5-th percentile	1.509286438
Q1	2.319282787
median	2.911393929
Q3	3.557017544
95-th percentile	4.475298308
Maximum	5.591741599
Range	5.202338994
Interquartile range (IQR)	1.237734757

Descriptive statistics

Standard deviation	0.9141434779
Coefficient of variation (CV)	0.3113565944
Kurtosis	-0.2052103396
Mean	2.936001659
Median Absolute Deviation (MAD)	0.6289903169
Skewness	0.08425090127
Sum	2936.001659
Variance	0.8356582982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.857142857	4	0.4%
3.557017544	2	0.2%
1.598173516	2	0.2%
2.877358491	2	0.2%
2.919677836	2	0.2%
4.029126214	2	0.2%
3.47658345	1	0.1%
1.934229084	1	0.1%
4.594119284	1	0.1%
1.085398988	1	0.1%
Other values (982)	982	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.3894026052	1	0.1%
0.4633420359	1	0.1%
0.5473910074	1	0.1%
0.5515084982	1	0.1%
0.5967828957	1	0.1%
0.7492232207	1	0.1%
0.8270157158	1	0.1%
0.8573807668	1	0.1%
0.875457631	1	0.1%
0.927840695	1	0.1%

Value	Count	Frequency (%)
5.591741599	1	0.1%
5.455566178	1	0.1%
5.452959431	1	0.1%
5.425139474	1	0.1%
5.314143685	1	0.1%
5.295841993	1	0.1%
5.258894578	1	0.1%
5.210442439	1	0.1%
5.120368478	1	0.1%
5.110780553	1	0.1%

F1
Real number (ℝ_≥0)

Distinct	991
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1975.285938

Minimum	1731.764635
Maximum	2207.773481
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1731.764635
5-th percentile	1854.001819
Q1	1923.628661
median	1977.321002
Q3	2021.238927
95-th percentile	2099.706618
Maximum	2207.773481
Range	476.0088455
Interquartile range (IQR)	97.6102668

Descriptive statistics

Standard deviation	73.78834229
Coefficient of variation (CV)	0.03735577765
Kurtosis	0.07215238705
Mean	1975.285938
Median Absolute Deviation (MAD)	48.93898282
Skewness	0.06496909214
Sum	1975285.938
Variance	5444.719457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2030	6	0.6%
1910	2	0.2%
2000	2	0.2%
1950	2	0.2%
1880	2	0.2%
1866.605523	1	0.1%
1911.819517	1	0.1%
1915.616153	1	0.1%
2014.825483	1	0.1%
2025.648229	1	0.1%
Other values (981)	981	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1731.764635	1	0.1%
1740.657496	1	0.1%
1784.482245	1	0.1%
1786.035636	1	0.1%
1797.648234	1	0.1%
1801.940695	1	0.1%
1804.84023	1	0.1%
1805.735999	1	0.1%
1807.59591	1	0.1%
1810.357774	1	0.1%

Value	Count	Frequency (%)
2207.773481	1	0.1%
2192.738783	1	0.1%
2192.297637	1	0.1%
2184.4932	1	0.1%
2182.751822	1	0.1%
2172.246796	1	0.1%
2170.342363	1	0.1%
2161.565216	1	0.1%
2160.751439	1	0.1%
2160	1	0.1%

F2
Real number (ℝ_≥0)

Distinct	997
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.447920876

Minimum	1.234572449
Maximum	7.408782478
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1.234572449
5-th percentile	5.202675982
Q1	6.218144611
median	6.606294504
Q3	6.865247098
95-th percentile	7.148701752
Maximum	7.408782478
Range	6.174210029
Interquartile range (IQR)	0.6471024866

Descriptive statistics

Standard deviation	0.6879506699
Coefficient of variation (CV)	0.1066934107
Kurtosis	10.73803985
Mean	6.447920876
Median Absolute Deviation (MAD)	0.3069876325
Skewness	-2.579082338
Sum	6447.920876
Variance	0.4732761243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.606294504	4	0.4%
6.1635034	1	0.1%
6.490287966	1	0.1%
6.754170714	1	0.1%
4.641518303	1	0.1%
6.518589043	1	0.1%
6.442495204	1	0.1%
6.865260666	1	0.1%
6.542375438	1	0.1%
7.003221302	1	0.1%
Other values (987)	987	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.234572449	1	0.1%
1.67506728	1	0.1%
2.396640843	1	0.1%
2.510650951	1	0.1%
3.125531438	1	0.1%
3.203339885	1	0.1%
3.326006765	1	0.1%
3.35602762	1	0.1%
3.482303874	1	0.1%
3.484572047	1	0.1%

Value	Count	Frequency (%)
7.408782478	1	0.1%
7.395721609	1	0.1%
7.387769245	1	0.1%
7.371286267	1	0.1%
7.360800958	1	0.1%
7.344260865	1	0.1%
7.342147069	1	0.1%
7.341593022	1	0.1%
7.321639408	1	0.1%
7.315162479	1	0.1%

F3
Real number (ℝ_≥0)

Distinct	983
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110.482557

Minimum	30
Maximum	191.0530037
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	30
5-th percentile	60.96935704
Q1	92.45558199
median	110.5892849
Q3	129.6155891
95-th percentile	154.9223459
Maximum	191.0530037
Range	161.0530037
Interquartile range (IQR)	37.1600071

Descriptive statistics

Standard deviation	27.7252434
Coefficient of variation (CV)	0.2509467934
Kurtosis	-0.05538125839
Mean	110.482557
Median Absolute Deviation (MAD)	18.74493289
Skewness	-0.1295630124
Sum	110482.557
Variance	768.6891218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129	12	1.2%
111.86	7	0.7%
30	1	0.1%
110.8601458	1	0.1%
86.51059473	1	0.1%
55.35762293	1	0.1%
86.96480054	1	0.1%
122.8963576	1	0.1%
78.36153064	1	0.1%
118.7012877	1	0.1%
Other values (973)	973	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30	1	0.1%
32.01922156	1	0.1%
33.6241865	1	0.1%
35.59969741	1	0.1%
35.62090436	1	0.1%
38.66850033	1	0.1%
40.30480569	1	0.1%
41.42913899	1	0.1%
41.88627708	1	0.1%
43.13258311	1	0.1%

Value	Count	Frequency (%)
191.0530037	1	0.1%
190.3181072	1	0.1%
188.0498979	1	0.1%
181.8284478	1	0.1%
181.0328092	1	0.1%
179.6459617	1	0.1%
176.918846	1	0.1%
173.2543262	1	0.1%
172.5705385	1	0.1%
171.5363275	1	0.1%

F4
Real number (ℝ_≥0)

Distinct	982
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.24460923

Minimum	14.2549855
Maximum	33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	14.2549855
5-th percentile	18.37916503
Q1	20.60832147
median	22.23054547
Q3	23.96181796
95-th percentile	26.16684927
Maximum	33
Range	18.7450145
Interquartile range (IQR)	3.353496482

Descriptive statistics

Standard deviation	2.405650189
Coefficient of variation (CV)	0.1081453112
Kurtosis	0.06530611552
Mean	22.24460923
Median Absolute Deviation (MAD)	1.679983131
Skewness	0.05686497497
Sum	22244.60923
Variance	5.787152831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.25	12	1.2%
22.26785714	8	0.8%
24.91313257	1	0.1%
26.96687024	1	0.1%
26.17236724	1	0.1%
16.99385133	1	0.1%
18.30948791	1	0.1%
19.54516869	1	0.1%
21.11852473	1	0.1%
21.79764044	1	0.1%
Other values (972)	972	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.2549855	1	0.1%
15.6958938	1	0.1%
15.88166751	1	0.1%
16.04897833	1	0.1%
16.39159473	1	0.1%
16.66753179	1	0.1%
16.70410798	1	0.1%
16.71543733	1	0.1%
16.77982009	1	0.1%
16.84853632	1	0.1%

Value	Count	Frequency (%)
33	1	0.1%
28.95509437	1	0.1%
28.90747003	1	0.1%
28.84890162	1	0.1%
28.62011579	1	0.1%
28.32496802	1	0.1%
27.92084327	1	0.1%
27.81318318	1	0.1%
27.70768174	1	0.1%
27.63374248	1	0.1%

F5
Real number (ℝ_≥0)

Distinct	981
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	285.7807054

Minimum	100
Maximum	413.2734182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	100
5-th percentile	220.2219357
Q1	258.9510659
median	285.8539604
Q3	313.0291261
95-th percentile	351.936617
Maximum	413.2734182
Range	313.2734182
Interquartile range (IQR)	54.07806023

Descriptive statistics

Standard deviation	40.96939674
Coefficient of variation (CV)	0.1433595619
Kurtosis	0.1922065832
Mean	285.7807054
Median Absolute Deviation (MAD)	27.07381442
Skewness	-0.06699407063
Sum	285780.7054
Variance	1678.491469
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300	12	1.2%
284.6153846	9	0.9%
345.214591	1	0.1%
290.1737334	1	0.1%
290.216923	1	0.1%
257.679669	1	0.1%
351.969637	1	0.1%
288.9195345	1	0.1%
246.4730258	1	0.1%
212.0212245	1	0.1%
Other values (971)	971	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
100	1	0.1%
160.2558429	1	0.1%
173.4849199	1	0.1%
173.973907	1	0.1%
179.3743914	1	0.1%
186.5086128	1	0.1%
187.5623529	1	0.1%
187.9779646	1	0.1%
188.9186736	1	0.1%
189.2083921	1	0.1%

Value	Count	Frequency (%)
413.2734182	1	0.1%
403.6528609	1	0.1%
397.1512909	1	0.1%
396.8982222	1	0.1%
386.0679918	1	0.1%
385.8947705	1	0.1%
385.6977992	1	0.1%
383.9384035	1	0.1%
382.759808	1	0.1%
381.8577245	1	0.1%

F6
Real number (ℝ_≥0)

Distinct	982
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.910909132

Minimum	0.4723383549
Maximum	7.244614842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.4723383549
5-th percentile	4.154426976
Q1	5.588016535
median	6.114370898
Q3	6.540349094
95-th percentile	6.885493629
Maximum	7.244614842
Range	6.772276487
Interquartile range (IQR)	0.9523325598

Descriptive statistics

Standard deviation	0.9044039058
Coefficient of variation (CV)	0.1530058889
Kurtosis	5.247449248
Mean	5.910909132
Median Absolute Deviation (MAD)	0.4564491244
Skewness	-1.890866543
Sum	5910.909132
Variance	0.8179464248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.351858133	9	0.9%
6.154858094	5	0.5%
5.942799375	4	0.4%
6.918695219	4	0.4%
6.444717369	1	0.1%
5.478545539	1	0.1%
5.525390228	1	0.1%
6.194146787	1	0.1%
4.338170939	1	0.1%
6.057964142	1	0.1%
Other values (972)	972	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4723383549	1	0.1%
0.9813299541	1	0.1%
1.062671592	1	0.1%
1.629052954	1	0.1%
2.051460609	1	0.1%
2.077776773	1	0.1%
2.091290318	1	0.1%
2.247105939	1	0.1%
2.307194763	1	0.1%
2.509210909	1	0.1%

Value	Count	Frequency (%)
7.244614842	1	0.1%
7.238520123	1	0.1%
7.164209896	1	0.1%
7.162158588	1	0.1%
7.122444324	1	0.1%
7.115959971	1	0.1%
7.11334005	1	0.1%
7.076084491	1	0.1%
7.075251978	1	0.1%
7.072093322	1	0.1%

T2
Real number (ℝ_≥0)

Distinct	982
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.31591073

Minimum	64.05406056
Maximum	82.68205104
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	64.05406056
5-th percentile	68.46023975
Q1	71.23334295
median	73.2592296
Q3	75.32163702
95-th percentile	78.86129837
Maximum	82.68205104
Range	18.62799048
Interquartile range (IQR)	4.088294069

Descriptive statistics

Standard deviation	3.104660884
Coefficient of variation (CV)	0.04234634547
Kurtosis	-0.1305565773
Mean	73.31591073
Median Absolute Deviation (MAD)	2.050742738
Skewness	0.1351730657
Sum	73315.91073
Variance	9.638919205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	9	0.9%
73.33333333	5	0.5%
75	4	0.4%
78	4	0.4%
78.89582593	1	0.1%
77.18181073	1	0.1%
72.19357555	1	0.1%
75.13460175	1	0.1%
69.04739913	1	0.1%
70.10841624	1	0.1%
Other values (972)	972	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
64.05406056	1	0.1%
64.6964004	1	0.1%
65.55333591	1	0.1%
65.79384497	1	0.1%
65.9799905	1	0.1%
66.05274662	1	0.1%
66.2212338	1	0.1%
66.26528996	1	0.1%
66.42107006	1	0.1%
66.48238276	1	0.1%

Value	Count	Frequency (%)
82.68205104	1	0.1%
82.52577299	1	0.1%
82.23759986	1	0.1%
81.59475001	1	0.1%
81.41712594	1	0.1%
81.20314672	1	0.1%
81.17523055	1	0.1%
81.05329282	1	0.1%
80.9709595	1	0.1%
80.80322176	1	0.1%

T3
Real number (ℝ_≥0)

Distinct	982
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2461.358931

Minimum	1143.210334
Maximum	3725.19076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1143.210334
5-th percentile	1687.298269
Q1	2135.886086
median	2455.974462
Q3	2755.169485
95-th percentile	3268.454069
Maximum	3725.19076
Range	2581.980426
Interquartile range (IQR)	619.2833993

Descriptive statistics

Standard deviation	471.1649946
Coefficient of variation (CV)	0.1914247405
Kurtosis	-0.09982030573
Mean	2461.358931
Median Absolute Deviation (MAD)	308.9855342
Skewness	0.05453090432
Sum	2461358.931
Variance	221996.4522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000	9	0.9%
2455.555556	5	0.5%
1800	4	0.4%
2000	4	0.4%
3409.525741	1	0.1%
2435.075409	1	0.1%
2066.567458	1	0.1%
2431.940802	1	0.1%
2039.022235	1	0.1%
2461.455107	1	0.1%
Other values (972)	972	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1143.210334	1	0.1%
1145.065757	1	0.1%
1188.307418	1	0.1%
1250.392802	1	0.1%
1264.310682	1	0.1%
1269.728203	1	0.1%
1325.301747	1	0.1%
1337.424692	1	0.1%
1337.748317	1	0.1%
1348.288251	1	0.1%

Value	Count	Frequency (%)
3725.19076	1	0.1%
3705.672523	1	0.1%
3694.298044	1	0.1%
3693.676531	1	0.1%
3689.223681	1	0.1%
3660.45021	1	0.1%
3656.158363	1	0.1%
3654.434359	1	0.1%
3636.892992	1	0.1%
3628.877193	1	0.1%

F7
Real number (ℝ_≥0)

Distinct	981
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218.1970143

Minimum	41.04827795
Maximum	414.5906284
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	41.04827795
5-th percentile	120
Q1	179.8122129
median	219.0627514
Q3	257.0866232
95-th percentile	313.2203523
Maximum	414.5906284
Range	373.5423504
Interquartile range (IQR)	77.2744103

Descriptive statistics

Standard deviation	59.22548931
Coefficient of variation (CV)	0.2714312545
Kurtosis	-0.1275646844
Mean	218.1970143
Median Absolute Deviation (MAD)	38.67913221
Skewness	0.02722932509
Sum	218197.0143
Variance	3507.658584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
220	14	1.4%
300	4	0.4%
120	4	0.4%
197.1260667	1	0.1%
175.7679189	1	0.1%
259.917129	1	0.1%
127.1822384	1	0.1%
189.2994157	1	0.1%
246.2671239	1	0.1%
147.8318788	1	0.1%
Other values (971)	971	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
41.04827795	1	0.1%
53.54891636	1	0.1%
63.68569833	1	0.1%
64.52417964	1	0.1%
72.53087338	1	0.1%
74.09786569	1	0.1%
75.83181169	1	0.1%
76.02307465	1	0.1%
82.58316143	1	0.1%
84.4901293	1	0.1%

Value	Count	Frequency (%)
414.5906284	1	0.1%
402.1638092	1	0.1%
386.9034314	1	0.1%
383.6634005	1	0.1%
378.7568788	1	0.1%
359.0522198	1	0.1%
356.9259745	1	0.1%
355.7586968	1	0.1%
354.9580878	1	0.1%
350.6721274	1	0.1%

F8
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0.0	502
1.0	498

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	502	50.2%
1.0	498	49.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	502	50.2%
1.0	498	49.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

F9
Real number (ℝ_≥0)

Distinct	966
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.910569759

Minimum	0.0376389367
Maximum	14.44052188
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0.0376389367
5-th percentile	2.799946308
Q1	5.080695106
median	6.929392696
Q3	8.588839371
95-th percentile	11.36172987
Maximum	14.44052188
Range	14.40288294
Interquartile range (IQR)	3.508144266

Descriptive statistics

Standard deviation	2.564005692
Coefficient of variation (CV)	0.371026671
Kurtosis	-0.03444220563
Mean	6.910569759
Median Absolute Deviation (MAD)	1.762141678
Skewness	0.1080951249
Sum	6910.569759
Variance	6.574125191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	8	0.8%
9	8	0.8%
10	8	0.8%
5	8	0.8%
4	7	0.7%
10.85324214	1	0.1%
4.063183041	1	0.1%
4.395253848	1	0.1%
9.127881894	1	0.1%
8.101342766	1	0.1%
Other values (956)	956	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0376389367	1	0.1%
0.145034143	1	0.1%
0.2396603178	1	0.1%
0.2687555576	1	0.1%
0.3057226031	1	0.1%
0.3108153381	1	0.1%
0.3901906958	1	0.1%
0.5718348719	1	0.1%
0.7302598695	1	0.1%
0.939462474	1	0.1%

Value	Count	Frequency (%)
14.44052188	1	0.1%
14.37645128	1	0.1%
14.05138282	1	0.1%
14.0332153	1	0.1%
13.7324044	1	0.1%
13.65398705	1	0.1%
13.5719207	1	0.1%
13.4849451	1	0.1%
13.37877211	1	0.1%
13.37485478	1	0.1%

F10
Real number (ℝ_≥0)

Distinct	965
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.30408905

Minimum	20.57163333
Maximum	92.96349195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	20.57163333
5-th percentile	36.76644821
Q1	49.86831666
median	57.51647228
Q3	64.93089601
95-th percentile	76.95531926
Maximum	92.96349195
Range	72.39185862
Interquartile range (IQR)	15.06257935

Descriptive statistics

Standard deviation	11.85343161
Coefficient of variation (CV)	0.2068514099
Kurtosis	0.1065646173
Mean	57.30408905
Median Absolute Deviation (MAD)	7.536514316
Skewness	-0.1185634015
Sum	57304.08905
Variance	140.503841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57	10	1.0%
70	10	1.0%
60	10	1.0%
47	9	0.9%
54.19389801	1	0.1%
61.76455455	1	0.1%
47.04286439	1	0.1%
54.49599357	1	0.1%
65.49714375	1	0.1%
72.81317746	1	0.1%
Other values (955)	955	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20.57163333	1	0.1%
23.14340056	1	0.1%
23.89819577	1	0.1%
24.28352295	1	0.1%
24.86051132	1	0.1%
25.68285629	1	0.1%
26.55989437	1	0.1%
26.64715449	1	0.1%
27.01937444	1	0.1%
27.27292801	1	0.1%

Value	Count	Frequency (%)
92.96349195	1	0.1%
92.04213938	1	0.1%
89.87661551	1	0.1%
88.80764715	1	0.1%
88.07248951	1	0.1%
86.01242701	1	0.1%
85.98717379	1	0.1%
85.66099619	1	0.1%
84.84088754	1	0.1%
84.66911078	1	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	T1	F1	F2	F3	F4	F5	F6	T2	T3	F7	F9	F10
0	0.0	1.857143	2030.0	6.606295	30.00	22.267857	100.000000	5.351858	70.0	3000.0	220.0	4.0	57.0
1	1.0	1.857143	2030.0	6.606295	50.00	23.750000	284.615385	5.351858	70.0	3000.0	220.0	4.0	60.0
2	2.0	1.857143	2030.0	6.606295	49.90	33.000000	284.615385	5.351858	70.0	3000.0	220.0	4.0	70.0
3	3.0	1.857143	2030.0	6.606295	129.00	21.250000	300.000000	5.351858	70.0	3000.0	220.0	5.0	47.0
4	4.0	2.771331	2030.0	6.625392	111.86	22.267857	284.615385	5.351858	70.0	3000.0	220.0	5.0	57.0
5	5.0	2.767918	2000.0	6.618739	111.86	22.267857	284.615385	5.351858	70.0	3000.0	220.0	5.0	60.0
6	6.0	2.569620	1910.0	6.694562	111.86	22.267857	284.615385	5.351858	70.0	3000.0	220.0	5.0	70.0
7	7.0	2.561475	1900.0	6.284134	111.86	22.267857	284.615385	5.942799	75.0	1800.0	120.0	7.0	47.0
8	8.0	3.557018	1930.0	6.791221	129.00	21.250000	300.000000	5.942799	75.0	1800.0	120.0	7.0	57.0
9	9.0	3.532338	2100.0	7.259820	129.00	21.250000	300.000000	6.918695	78.0	2000.0	300.0	7.0	60.0

Last rows

	df_index	T1	F1	F2	F3	F4	F5	F6	T2	T3	F7	F8	F9	F10
990	1013.0	2.310394	1931.146887	6.318987	96.749782	22.146487	214.827727	4.047301	78.143609	1939.307550	87.270139	1.0	7.683346	62.785021
991	1014.0	1.646235	2014.772547	6.735857	102.979906	21.073367	271.490843	6.423520	79.154469	2518.516089	232.428214	1.0	5.048503	59.837798
992	1015.0	2.806563	1872.864660	6.904770	146.199194	21.559290	313.900486	6.685404	72.815552	2443.482888	307.265172	1.0	5.240448	52.044507
993	1016.0	3.745862	1914.629424	6.524566	110.979100	25.922635	309.796388	6.444711	76.030555	2466.925422	152.184720	1.0	8.057020	47.067229
994	1017.0	2.758727	2000.506141	6.841150	143.021859	21.379518	273.852679	4.191259	67.633752	3102.539548	229.780372	1.0	8.736592	60.277805
995	1018.0	2.271346	1952.087902	6.817673	86.992183	20.123249	324.774576	5.348053	73.090961	2387.292495	125.007669	1.0	9.076380	47.019770
996	1019.0	3.444022	2050.089171	6.099719	145.981978	19.599769	254.215401	5.862667	72.920827	2360.392784	117.730099	1.0	10.565614	53.750790
997	1020.0	3.280604	1972.372865	6.035090	110.533477	23.957502	248.423047	6.608193	74.734344	2662.906040	236.606764	1.0	4.161154	67.629684
998	1021.0	3.705351	2066.799773	6.609990	141.397963	19.246945	275.779840	6.465317	74.042708	2071.715856	197.126067	1.0	6.313201	58.261074
999	1022.0	3.808020	1890.413468	6.036238	129.183416	27.474763	300.952708	6.632987	74.309704	2856.328932	194.754342	1.0	6.078902	77.434468

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows